Removing haze in images
Removing haze in images
Contrastive Learning for Compact Single Image Dehazing
arXiv paper abstract https://arxiv.org/abs/2104.09367v1
arXiv PDF paper https://arxiv.org/pdf/2104.09367v1.pdf
Single image dehazing is a challenging ill-posed problem due to the severe information degeneration.
... novel contrastive regularization (CR) built upon contrastive learning to exploit both the information of hazy images and clear images as negative and positive samples, respectively.
... we develop a compact dehazing network based on autoencoder-like (AE) framework. It involves an adaptive mixup operation and a dynamic feature enhancement module
... extensive experiments on synthetic and real-world datasets demonstrate that our AECR-Net surpass the state-of-the-art approaches.
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